Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 1106 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 110 |
| Duplicate rows (%) | 9.9% |
| Total size in memory | 103.8 KiB |
| Average record size in memory | 96.1 B |
Variable types
| NUM | 11 |
|---|---|
| BOOL | 1 |
| Dataset has 110 (9.9%) duplicate rows | Duplicates |
Reproduction
| Analysis started | 2020-09-19 20:18:05.634047 |
|---|---|
| Analysis finished | 2020-09-19 20:18:43.234887 |
| Duration | 37.6 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
freight_value
Real number (ℝ≥0)
| Distinct | 468 |
|---|---|
| Distinct (%) | 42.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.16462929 |
|---|---|
| Minimum | 0.03 |
| Maximum | 171.88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 0.03 |
|---|---|
| 5-th percentile | 7.78 |
| Q1 | 12.29 |
| median | 15.1 |
| Q3 | 17.52 |
| 95-th percentile | 36.5675 |
| Maximum | 171.88 |
| Range | 171.85 |
| Interquartile range (IQR) | 5.23 |
Descriptive statistics
| Standard deviation | 13.33676975 |
|---|---|
| Coefficient of variation (CV) | 0.7769914232 |
| Kurtosis | 35.71846193 |
| Mean | 17.16462929 |
| Median Absolute Deviation (MAD) | 2.55 |
| Skewness | 5.110310986 |
| Sum | 18984.08 |
| Variance | 177.8694272 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 7.78 | 36 | 3.3% | |
| 15.1 | 28 | 2.5% | |
| 11.85 | 26 | 2.4% | |
| 15.23 | 25 | 2.3% | |
| 14.1 | 25 | 2.3% | |
| 12.55 | 23 | 2.1% | |
| 15.8 | 21 | 1.9% | |
| 9.34 | 16 | 1.4% | |
| 13.62 | 14 | 1.3% | |
| 7.39 | 13 | 1.2% | |
| 18.23 | 10 | 0.9% | |
| 13.37 | 9 | 0.8% | |
| 8.27 | 9 | 0.8% | |
| 16.68 | 9 | 0.8% | |
| 12.66 | 9 | 0.8% | |
| 8.72 | 9 | 0.8% | |
| 7.42 | 8 | 0.7% | |
| 12.61 | 8 | 0.7% | |
| 15.27 | 8 | 0.7% | |
| 15.65 | 7 | 0.6% | |
| 15.92 | 7 | 0.6% | |
| 12.72 | 7 | 0.6% | |
| 10.96 | 7 | 0.6% | |
| 7.41 | 6 | 0.5% | |
| 15.79 | 6 | 0.5% | |
| Other values (443) | 760 | 68.7% |
| Value | Count | Frequency (%) | |
| 0.03 | 3 | 0.3% | |
| 0.48 | 1 | 0.1% | |
| 7.39 | 13 | 1.2% | |
| 7.4 | 2 | 0.2% | |
| 7.41 | 6 | 0.5% | |
| 7.42 | 8 | 0.7% | |
| 7.43 | 2 | 0.2% | |
| 7.45 | 3 | 0.3% | |
| 7.48 | 2 | 0.2% | |
| 7.49 | 2 | 0.2% |
| Value | Count | Frequency (%) | |
| 171.88 | 1 | 0.1% | |
| 121.22 | 2 | 0.2% | |
| 106.11 | 1 | 0.1% | |
| 104.77 | 4 | 0.4% | |
| 100.75 | 1 | 0.1% | |
| 86.06 | 2 | 0.2% | |
| 83.25 | 1 | 0.1% | |
| 80.43 | 1 | 0.1% | |
| 79.63 | 1 | 0.1% | |
| 77.98 | 1 | 0.1% |
review_score
Real number (ℝ≥0)
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7079566 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 1.762523382 |
|---|---|
| Coefficient of variation (CV) | 0.6508684008 |
| Kurtosis | -1.724741366 |
| Mean | 2.7079566 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.2593073554 |
| Sum | 2995 |
| Variance | 3.106488671 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 513 | 46.4% | |
| 5 | 322 | 29.1% | |
| 4 | 123 | 11.1% | |
| 3 | 84 | 7.6% | |
| 2 | 64 | 5.8% |
| Value | Count | Frequency (%) | |
| 1 | 513 | 46.4% | |
| 2 | 64 | 5.8% | |
| 3 | 84 | 7.6% | |
| 4 | 123 | 11.1% | |
| 5 | 322 | 29.1% |
| Value | Count | Frequency (%) | |
| 5 | 322 | 29.1% | |
| 4 | 123 | 11.1% | |
| 3 | 84 | 7.6% | |
| 2 | 64 | 5.8% | |
| 1 | 513 | 46.4% |
product_photos_qty
Real number (ℝ≥0)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.113019892 |
|---|---|
| Minimum | 1 |
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.54711014 |
|---|---|
| Coefficient of variation (CV) | 0.7321796385 |
| Kurtosis | 1.627156397 |
| Mean | 2.113019892 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.439740448 |
| Sum | 2337 |
| Variance | 2.393549786 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 596 | 53.9% | |
| 2 | 186 | 16.8% | |
| 4 | 147 | 13.3% | |
| 3 | 89 | 8.0% | |
| 5 | 40 | 3.6% | |
| 6 | 32 | 2.9% | |
| 7 | 8 | 0.7% | |
| 8 | 6 | 0.5% | |
| 9 | 2 | 0.2% |
| Value | Count | Frequency (%) | |
| 1 | 596 | 53.9% | |
| 2 | 186 | 16.8% | |
| 3 | 89 | 8.0% | |
| 4 | 147 | 13.3% | |
| 5 | 40 | 3.6% | |
| 6 | 32 | 2.9% | |
| 7 | 8 | 0.7% | |
| 8 | 6 | 0.5% | |
| 9 | 2 | 0.2% |
| Value | Count | Frequency (%) | |
| 9 | 2 | 0.2% | |
| 8 | 6 | 0.5% | |
| 7 | 8 | 0.7% | |
| 6 | 32 | 2.9% | |
| 5 | 40 | 3.6% | |
| 4 | 147 | 13.3% | |
| 3 | 89 | 8.0% | |
| 2 | 186 | 16.8% | |
| 1 | 596 | 53.9% |
product_weight_g
Real number (ℝ≥0)
| Distinct | 190 |
|---|---|
| Distinct (%) | 17.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1176.20434 |
|---|---|
| Minimum | 50 |
| Maximum | 30000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 100 |
| Q1 | 180 |
| median | 250 |
| Q3 | 700 |
| 95-th percentile | 5937.5 |
| Maximum | 30000 |
| Range | 29950 |
| Interquartile range (IQR) | 520 |
Descriptive statistics
| Standard deviation | 2836.023224 |
|---|---|
| Coefficient of variation (CV) | 2.411165413 |
| Kurtosis | 30.17575623 |
| Mean | 1176.20434 |
| Median Absolute Deviation (MAD) | 100 |
| Skewness | 4.878086211 |
| Sum | 1300882 |
| Variance | 8043027.725 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 250 | 213 | 19.3% | |
| 200 | 112 | 10.1% | |
| 150 | 78 | 7.1% | |
| 167 | 37 | 3.3% | |
| 180 | 32 | 2.9% | |
| 173 | 32 | 2.9% | |
| 500 | 30 | 2.7% | |
| 175 | 30 | 2.7% | |
| 400 | 28 | 2.5% | |
| 900 | 28 | 2.5% | |
| 100 | 26 | 2.4% | |
| 50 | 24 | 2.2% | |
| 300 | 19 | 1.7% | |
| 600 | 18 | 1.6% | |
| 1000 | 17 | 1.5% | |
| 1025 | 14 | 1.3% | |
| 156 | 14 | 1.3% | |
| 700 | 10 | 0.9% | |
| 550 | 10 | 0.9% | |
| 1590 | 9 | 0.8% | |
| 800 | 9 | 0.8% | |
| 183 | 9 | 0.8% | |
| 450 | 8 | 0.7% | |
| 188 | 7 | 0.6% | |
| 1300 | 7 | 0.6% | |
| Other values (165) | 285 | 25.8% |
| Value | Count | Frequency (%) | |
| 50 | 24 | 2.2% | |
| 60 | 1 | 0.1% | |
| 65 | 3 | 0.3% | |
| 75 | 1 | 0.1% | |
| 85 | 2 | 0.2% | |
| 90 | 3 | 0.3% | |
| 100 | 26 | 2.4% | |
| 110 | 1 | 0.1% | |
| 115 | 1 | 0.1% | |
| 125 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 30000 | 1 | 0.1% | |
| 28500 | 1 | 0.1% | |
| 22800 | 1 | 0.1% | |
| 20850 | 1 | 0.1% | |
| 18550 | 1 | 0.1% | |
| 16515 | 1 | 0.1% | |
| 16000 | 2 | 0.2% | |
| 15900 | 1 | 0.1% | |
| 15550 | 2 | 0.2% | |
| 14813 | 1 | 0.1% |
product_length_cm
Real number (ℝ≥0)
| Distinct | 54 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.00904159 |
|---|---|
| Minimum | 14 |
| Maximum | 105 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 16 |
| median | 18 |
| Q3 | 28 |
| 95-th percentile | 50 |
| Maximum | 105 |
| Range | 91 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 13.32258687 |
|---|---|
| Coefficient of variation (CV) | 0.5548987376 |
| Kurtosis | 9.474699973 |
| Mean | 24.00904159 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.708880279 |
| Sum | 26554 |
| Variance | 177.4913209 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 16 | 368 | 33.3% | |
| 17 | 146 | 13.2% | |
| 18 | 89 | 8.0% | |
| 20 | 83 | 7.5% | |
| 30 | 48 | 4.3% | |
| 40 | 45 | 4.1% | |
| 19 | 28 | 2.5% | |
| 21 | 27 | 2.4% | |
| 22 | 22 | 2.0% | |
| 38 | 15 | 1.4% | |
| 23 | 15 | 1.4% | |
| 25 | 15 | 1.4% | |
| 35 | 15 | 1.4% | |
| 24 | 13 | 1.2% | |
| 36 | 12 | 1.1% | |
| 50 | 11 | 1.0% | |
| 31 | 10 | 0.9% | |
| 28 | 9 | 0.8% | |
| 60 | 9 | 0.8% | |
| 45 | 9 | 0.8% | |
| 33 | 9 | 0.8% | |
| 26 | 8 | 0.7% | |
| 29 | 8 | 0.7% | |
| 39 | 7 | 0.6% | |
| 37 | 7 | 0.6% | |
| Other values (29) | 78 | 7.1% |
| Value | Count | Frequency (%) | |
| 14 | 6 | 0.5% | |
| 15 | 1 | 0.1% | |
| 16 | 368 | 33.3% | |
| 17 | 146 | 13.2% | |
| 18 | 89 | 8.0% | |
| 19 | 28 | 2.5% | |
| 20 | 83 | 7.5% | |
| 21 | 27 | 2.4% | |
| 22 | 22 | 2.0% | |
| 23 | 15 | 1.4% |
| Value | Count | Frequency (%) | |
| 105 | 4 | 0.4% | |
| 100 | 3 | 0.3% | |
| 82 | 2 | 0.2% | |
| 80 | 2 | 0.2% | |
| 78 | 1 | 0.1% | |
| 77 | 2 | 0.2% | |
| 75 | 1 | 0.1% | |
| 70 | 1 | 0.1% | |
| 69 | 1 | 0.1% | |
| 68 | 4 | 0.4% |
product_height_cm
Real number (ℝ≥0)
| Distinct | 55 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.43851718 |
|---|---|
| Minimum | 2 |
| Maximum | 105 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 11 |
| Q3 | 16 |
| 95-th percentile | 35 |
| Maximum | 105 |
| Range | 103 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 12.58413564 |
|---|---|
| Coefficient of variation (CV) | 0.9364229307 |
| Kurtosis | 14.72935289 |
| Mean | 13.43851718 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 3.026996798 |
| Sum | 14863 |
| Variance | 158.3604698 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2 | 224 | 20.3% | |
| 11 | 103 | 9.3% | |
| 13 | 100 | 9.0% | |
| 10 | 82 | 7.4% | |
| 20 | 64 | 5.8% | |
| 12 | 55 | 5.0% | |
| 16 | 49 | 4.4% | |
| 18 | 37 | 3.3% | |
| 8 | 36 | 3.3% | |
| 6 | 31 | 2.8% | |
| 5 | 28 | 2.5% | |
| 14 | 25 | 2.3% | |
| 9 | 23 | 2.1% | |
| 15 | 23 | 2.1% | |
| 4 | 22 | 2.0% | |
| 7 | 19 | 1.7% | |
| 17 | 18 | 1.6% | |
| 25 | 16 | 1.4% | |
| 30 | 15 | 1.4% | |
| 35 | 12 | 1.1% | |
| 19 | 12 | 1.1% | |
| 24 | 11 | 1.0% | |
| 40 | 11 | 1.0% | |
| 3 | 10 | 0.9% | |
| 47 | 6 | 0.5% | |
| Other values (30) | 74 | 6.7% |
| Value | Count | Frequency (%) | |
| 2 | 224 | 20.3% | |
| 3 | 10 | 0.9% | |
| 4 | 22 | 2.0% | |
| 5 | 28 | 2.5% | |
| 6 | 31 | 2.8% | |
| 7 | 19 | 1.7% | |
| 8 | 36 | 3.3% | |
| 9 | 23 | 2.1% | |
| 10 | 82 | 7.4% | |
| 11 | 103 | 9.3% |
| Value | Count | Frequency (%) | |
| 105 | 4 | 0.4% | |
| 96 | 1 | 0.1% | |
| 87 | 1 | 0.1% | |
| 80 | 1 | 0.1% | |
| 77 | 1 | 0.1% | |
| 66 | 2 | 0.2% | |
| 65 | 1 | 0.1% | |
| 63 | 1 | 0.1% | |
| 61 | 1 | 0.1% | |
| 60 | 3 | 0.3% |
product_width_cm
Real number (ℝ≥0)
| Distinct | 53 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.43490054 |
|---|---|
| Minimum | 11 |
| Maximum | 105 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 13 |
| median | 16 |
| Q3 | 20 |
| 95-th percentile | 40 |
| Maximum | 105 |
| Range | 94 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 10.70145306 |
|---|---|
| Coefficient of variation (CV) | 0.5506307087 |
| Kurtosis | 11.18706585 |
| Mean | 19.43490054 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 2.741353351 |
| Sum | 21495 |
| Variance | 114.5210976 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 20 | 176 | 15.9% | |
| 11 | 174 | 15.7% | |
| 15 | 129 | 11.7% | |
| 13 | 93 | 8.4% | |
| 12 | 85 | 7.7% | |
| 14 | 69 | 6.2% | |
| 16 | 54 | 4.9% | |
| 40 | 43 | 3.9% | |
| 18 | 39 | 3.5% | |
| 25 | 30 | 2.7% | |
| 17 | 29 | 2.6% | |
| 30 | 28 | 2.5% | |
| 23 | 18 | 1.6% | |
| 35 | 14 | 1.3% | |
| 32 | 12 | 1.1% | |
| 24 | 11 | 1.0% | |
| 31 | 8 | 0.7% | |
| 22 | 7 | 0.6% | |
| 19 | 7 | 0.6% | |
| 33 | 6 | 0.5% | |
| 45 | 6 | 0.5% | |
| 21 | 6 | 0.5% | |
| 36 | 6 | 0.5% | |
| 26 | 5 | 0.5% | |
| 29 | 4 | 0.4% | |
| Other values (28) | 47 | 4.2% |
| Value | Count | Frequency (%) | |
| 11 | 174 | 15.7% | |
| 12 | 85 | 7.7% | |
| 13 | 93 | 8.4% | |
| 14 | 69 | 6.2% | |
| 15 | 129 | 11.7% | |
| 16 | 54 | 4.9% | |
| 17 | 29 | 2.6% | |
| 18 | 39 | 3.5% | |
| 19 | 7 | 0.6% | |
| 20 | 176 | 15.9% |
| Value | Count | Frequency (%) | |
| 105 | 1 | 0.1% | |
| 100 | 1 | 0.1% | |
| 82 | 1 | 0.1% | |
| 79 | 1 | 0.1% | |
| 73 | 1 | 0.1% | |
| 68 | 1 | 0.1% | |
| 67 | 2 | 0.2% | |
| 63 | 2 | 0.2% | |
| 62 | 2 | 0.2% | |
| 61 | 1 | 0.1% |
payment_value
Real number (ℝ≥0)
| Distinct | 681 |
|---|---|
| Distinct (%) | 61.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180.7053888 |
|---|---|
| Minimum | 0.33 |
| Maximum | 4809.44 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 0.33 |
|---|---|
| 5-th percentile | 29.31 |
| Q1 | 68.25 |
| median | 88.91 |
| Q3 | 162.55 |
| 95-th percentile | 536.0075 |
| Maximum | 4809.44 |
| Range | 4809.11 |
| Interquartile range (IQR) | 94.3 |
Descriptive statistics
| Standard deviation | 354.4144625 |
|---|---|
| Coefficient of variation (CV) | 1.961283307 |
| Kurtosis | 64.50049999 |
| Mean | 180.7053888 |
| Median Absolute Deviation (MAD) | 37.825 |
| Skewness | 6.866266749 |
| Sum | 199860.16 |
| Variance | 125609.6112 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 165.8 | 20 | 1.8% | |
| 162.55 | 18 | 1.6% | |
| 85.62 | 14 | 1.3% | |
| 86.9 | 10 | 0.9% | |
| 87.32 | 8 | 0.7% | |
| 69.14 | 8 | 0.7% | |
| 93.65 | 7 | 0.6% | |
| 81.51 | 6 | 0.5% | |
| 1949.52 | 6 | 0.5% | |
| 140.16 | 6 | 0.5% | |
| 133.98 | 6 | 0.5% | |
| 90.99 | 6 | 0.5% | |
| 96.72 | 6 | 0.5% | |
| 85.41 | 6 | 0.5% | |
| 64.17 | 6 | 0.5% | |
| 62.78 | 6 | 0.5% | |
| 9.39 | 6 | 0.5% | |
| 258 | 6 | 0.5% | |
| 37.75 | 6 | 0.5% | |
| 355.1 | 5 | 0.5% | |
| 45.09 | 5 | 0.5% | |
| 80.2 | 5 | 0.5% | |
| 89.28 | 5 | 0.5% | |
| 975.05 | 5 | 0.5% | |
| 120.35 | 5 | 0.5% | |
| Other values (656) | 919 | 83.1% |
| Value | Count | Frequency (%) | |
| 0.33 | 1 | 0.1% | |
| 3.77 | 1 | 0.1% | |
| 6.42 | 1 | 0.1% | |
| 6.48 | 1 | 0.1% | |
| 7.1 | 1 | 0.1% | |
| 7.32 | 1 | 0.1% | |
| 8.26 | 1 | 0.1% | |
| 8.79 | 1 | 0.1% | |
| 9.39 | 6 | 0.5% | |
| 9.46 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 4809.44 | 2 | 0.2% | |
| 2442.82 | 1 | 0.1% | |
| 2419.2 | 1 | 0.1% | |
| 2404.72 | 2 | 0.2% | |
| 2026.54 | 1 | 0.1% | |
| 1950.2 | 5 | 0.5% | |
| 1949.52 | 6 | 0.5% | |
| 1841.75 | 1 | 0.1% | |
| 1818.23 | 1 | 0.1% | |
| 1488.14 | 1 | 0.1% |
category_count
Real number (ℝ≥0)
| Distinct | 46 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6633.004521 |
|---|---|
| Minimum | 39 |
| Maximum | 11990 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 39 |
|---|---|
| 5-th percentile | 708.5 |
| Q1 | 4726 |
| median | 7380 |
| Q3 | 8833 |
| 95-th percentile | 10030 |
| Maximum | 11990 |
| Range | 11951 |
| Interquartile range (IQR) | 4107 |
Descriptive statistics
| Standard deviation | 2750.653738 |
|---|---|
| Coefficient of variation (CV) | 0.414691974 |
| Kurtosis | -0.2296188104 |
| Mean | 6633.004521 |
| Median Absolute Deviation (MAD) | 1625 |
| Skewness | -0.6153387955 |
| Sum | 7336103 |
| Variance | 7566095.986 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 6213 | 221 | 20.0% | |
| 8151 | 207 | 18.7% | |
| 10030 | 143 | 12.9% | |
| 9005 | 78 | 7.1% | |
| 7380 | 64 | 5.8% | |
| 4726 | 57 | 5.2% | |
| 8833 | 51 | 4.6% | |
| 4281 | 34 | 3.1% | |
| 4400 | 32 | 2.9% | |
| 3589 | 22 | 2.0% | |
| 3204 | 20 | 1.8% | |
| 4590 | 20 | 1.8% | |
| 11990 | 18 | 1.6% | |
| 3999 | 17 | 1.5% | |
| 2625 | 14 | 1.3% | |
| 2847 | 11 | 1.0% | |
| 719 | 11 | 1.0% | |
| 1192 | 10 | 0.9% | |
| 705 | 8 | 0.7% | |
| 565 | 7 | 0.6% | |
| 2170 | 6 | 0.5% | |
| 2030 | 5 | 0.5% | |
| 199 | 5 | 0.5% | |
| 247 | 4 | 0.4% | |
| 1163 | 4 | 0.4% | |
| Other values (21) | 37 | 3.3% |
| Value | Count | Frequency (%) | |
| 39 | 1 | 0.1% | |
| 71 | 3 | 0.3% | |
| 145 | 1 | 0.1% | |
| 155 | 1 | 0.1% | |
| 199 | 5 | 0.5% | |
| 219 | 1 | 0.1% | |
| 247 | 4 | 0.4% | |
| 271 | 3 | 0.3% | |
| 272 | 4 | 0.4% | |
| 278 | 2 | 0.2% |
| Value | Count | Frequency (%) | |
| 11990 | 18 | 1.6% | |
| 10030 | 143 | 12.9% | |
| 9005 | 78 | 7.1% | |
| 8833 | 51 | 4.6% | |
| 8151 | 207 | 18.7% | |
| 7380 | 64 | 5.8% | |
| 6213 | 221 | 20.0% | |
| 4726 | 57 | 5.2% | |
| 4590 | 20 | 1.8% | |
| 4400 | 32 | 2.9% |
Days_to_deliver
Real number (ℝ≥0)
| Distinct | 961 |
|---|---|
| Distinct (%) | 86.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.8666836 |
|---|---|
| Minimum | 2.22818287 |
| Maximum | 144.8952431 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 2.22818287 |
|---|---|
| 5-th percentile | 10.48011285 |
| Q1 | 17.64739005 |
| median | 22.4016088 |
| Q3 | 26.54847222 |
| 95-th percentile | 35.027636 |
| Maximum | 144.8952431 |
| Range | 142.6670602 |
| Interquartile range (IQR) | 8.901082176 |
Descriptive statistics
| Standard deviation | 9.546703121 |
|---|---|
| Coefficient of variation (CV) | 0.4174939965 |
| Kurtosis | 32.01416219 |
| Mean | 22.8666836 |
| Median Absolute Deviation (MAD) | 4.338993056 |
| Skewness | 3.417160684 |
| Sum | 25290.55206 |
| Variance | 91.13954049 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 19.46091435 | 9 | 0.8% | |
| 22.4016088 | 7 | 0.6% | |
| 28.52240741 | 6 | 0.5% | |
| 20.58934028 | 6 | 0.5% | |
| 18.66866898 | 6 | 0.5% | |
| 13.08435185 | 6 | 0.5% | |
| 24.45289352 | 5 | 0.5% | |
| 15.01650463 | 5 | 0.5% | |
| 18.38804398 | 5 | 0.5% | |
| 15.28127315 | 5 | 0.5% | |
| 15.41814815 | 5 | 0.5% | |
| 24.41399306 | 5 | 0.5% | |
| 32.05636574 | 5 | 0.5% | |
| 22.20247685 | 5 | 0.5% | |
| 13.60278935 | 4 | 0.4% | |
| 23.56354167 | 4 | 0.4% | |
| 21.25967593 | 4 | 0.4% | |
| 18.21923611 | 3 | 0.3% | |
| 34.32572917 | 3 | 0.3% | |
| 41.2146412 | 3 | 0.3% | |
| 26.32194444 | 3 | 0.3% | |
| 23.08686343 | 3 | 0.3% | |
| 26.26618056 | 2 | 0.2% | |
| 26.1012963 | 2 | 0.2% | |
| 23.21398148 | 2 | 0.2% | |
| Other values (936) | 993 | 89.8% |
| Value | Count | Frequency (%) | |
| 2.22818287 | 1 | 0.1% | |
| 2.251909722 | 1 | 0.1% | |
| 2.549513889 | 1 | 0.1% | |
| 3.364131944 | 1 | 0.1% | |
| 4.056122685 | 1 | 0.1% | |
| 4.305648148 | 1 | 0.1% | |
| 4.709143519 | 1 | 0.1% | |
| 4.961180556 | 1 | 0.1% | |
| 5.371261574 | 2 | 0.2% | |
| 5.52962963 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 144.8952431 | 1 | 0.1% | |
| 106.992338 | 1 | 0.1% | |
| 78.04864583 | 1 | 0.1% | |
| 70.38107639 | 1 | 0.1% | |
| 68.44149306 | 1 | 0.1% | |
| 63.52545139 | 2 | 0.2% | |
| 60.60930556 | 1 | 0.1% | |
| 60.52143519 | 1 | 0.1% | |
| 59.34726852 | 1 | 0.1% | |
| 57.46989583 | 1 | 0.1% |
Month
Real number (ℝ≥0)
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.910488246 |
|---|---|
| Minimum | 1 |
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 11.75 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.992016275 |
|---|---|
| Coefficient of variation (CV) | 0.5062215084 |
| Kurtosis | -0.8753779789 |
| Mean | 5.910488246 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.3670529223 |
| Sum | 6537 |
| Variance | 8.95216139 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 3 | 244 | 22.1% | |
| 8 | 169 | 15.3% | |
| 5 | 117 | 10.6% | |
| 7 | 101 | 9.1% | |
| 6 | 89 | 8.0% | |
| 2 | 78 | 7.1% | |
| 4 | 74 | 6.7% | |
| 12 | 56 | 5.1% | |
| 11 | 55 | 5.0% | |
| 9 | 53 | 4.8% | |
| 10 | 39 | 3.5% | |
| 1 | 31 | 2.8% |
| Value | Count | Frequency (%) | |
| 1 | 31 | 2.8% | |
| 2 | 78 | 7.1% | |
| 3 | 244 | 22.1% | |
| 4 | 74 | 6.7% | |
| 5 | 117 | 10.6% | |
| 6 | 89 | 8.0% | |
| 7 | 101 | 9.1% | |
| 8 | 169 | 15.3% | |
| 9 | 53 | 4.8% | |
| 10 | 39 | 3.5% |
| Value | Count | Frequency (%) | |
| 12 | 56 | 5.1% | |
| 11 | 55 | 5.0% | |
| 10 | 39 | 3.5% | |
| 9 | 53 | 4.8% | |
| 8 | 169 | 15.3% | |
| 7 | 101 | 9.1% | |
| 6 | 89 | 8.0% | |
| 5 | 117 | 10.6% | |
| 4 | 74 | 6.7% | |
| 3 | 244 | 22.1% |
TargetVar
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 553 | 50.0% | |
| 0 | 553 | 50.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| freight_value | review_score | product_photos_qty | product_weight_g | product_length_cm | product_height_cm | product_width_cm | payment_value | category_count | Days_to_deliver | Month | TargetVar | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 21.10 | 5 | 1.0 | 1383.0 | 50.0 | 10.0 | 40.0 | 108.00 | 11990 | 23.389641 | 3 | 0 |
| 1 | 15.38 | 1 | 1.0 | 200.0 | 16.0 | 12.0 | 11.0 | 55.28 | 7380 | 13.396435 | 8 | 0 |
| 2 | 9.98 | 1 | 1.0 | 173.0 | 18.0 | 13.0 | 12.0 | 90.98 | 8151 | 9.419051 | 3 | 0 |
| 3 | 15.38 | 1 | 1.0 | 173.0 | 18.0 | 13.0 | 12.0 | 105.17 | 8151 | 27.405382 | 2 | 0 |
| 4 | 8.33 | 1 | 1.0 | 321.0 | 19.0 | 14.0 | 13.0 | 93.22 | 8151 | 23.039942 | 7 | 0 |
| 5 | 8.33 | 1 | 1.0 | 321.0 | 19.0 | 14.0 | 13.0 | 186.44 | 8151 | 22.511319 | 7 | 0 |
| 6 | 8.33 | 1 | 1.0 | 321.0 | 19.0 | 14.0 | 13.0 | 186.44 | 8151 | 22.511319 | 7 | 0 |
| 7 | 17.60 | 1 | 2.0 | 1750.0 | 37.0 | 22.0 | 40.0 | 59.24 | 4590 | 31.618437 | 3 | 0 |
| 8 | 17.60 | 1 | 2.0 | 1750.0 | 37.0 | 22.0 | 40.0 | 8.26 | 4590 | 31.618437 | 3 | 0 |
| 9 | 40.37 | 1 | 1.0 | 6550.0 | 20.0 | 20.0 | 20.0 | 189.37 | 8151 | 30.375370 | 2 | 0 |
Last rows
| freight_value | review_score | product_photos_qty | product_weight_g | product_length_cm | product_height_cm | product_width_cm | payment_value | category_count | Days_to_deliver | Month | TargetVar | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1096 | 14.10 | 5 | 1.0 | 150.0 | 16.0 | 16.0 | 11.0 | 40.00 | 9005 | 21.444734 | 10 | 1 |
| 1097 | 12.65 | 4 | 1.0 | 180.0 | 17.0 | 10.0 | 13.0 | 87.55 | 8151 | 26.306262 | 3 | 1 |
| 1098 | 7.45 | 5 | 4.0 | 300.0 | 16.0 | 5.0 | 12.0 | 34.35 | 7380 | 9.141829 | 7 | 1 |
| 1099 | 18.43 | 2 | 4.0 | 250.0 | 16.0 | 2.0 | 20.0 | 96.43 | 6213 | 28.150486 | 5 | 1 |
| 1100 | 7.78 | 5 | 2.0 | 250.0 | 16.0 | 2.0 | 20.0 | 62.78 | 6213 | 19.431215 | 1 | 1 |
| 1101 | 14.30 | 4 | 4.0 | 250.0 | 16.0 | 2.0 | 20.0 | 92.30 | 6213 | 28.389225 | 11 | 1 |
| 1102 | 22.11 | 1 | 4.0 | 188.0 | 17.0 | 6.0 | 12.0 | 48.08 | 4726 | 20.567755 | 8 | 1 |
| 1103 | 14.10 | 5 | 1.0 | 150.0 | 16.0 | 16.0 | 11.0 | 40.00 | 9005 | 22.356146 | 10 | 1 |
| 1104 | 18.23 | 5 | 1.0 | 150.0 | 16.0 | 17.0 | 22.0 | 32.43 | 9005 | 23.614271 | 4 | 1 |
| 1105 | 15.43 | 1 | 4.0 | 250.0 | 16.0 | 2.0 | 20.0 | 93.43 | 6213 | 33.230961 | 7 | 1 |
Most frequent
| freight_value | review_score | product_photos_qty | product_weight_g | product_length_cm | product_height_cm | product_width_cm | payment_value | category_count | Days_to_deliver | Month | TargetVar | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 9.34 | 1 | 1.0 | 900.0 | 40.0 | 5.0 | 40.0 | 133.98 | 8833 | 18.668669 | 3 | 0 | 6 |
| 23 | 13.37 | 2 | 1.0 | 900.0 | 40.0 | 8.0 | 40.0 | 140.16 | 8833 | 28.522407 | 1 | 1 | 6 |
| 32 | 15.23 | 5 | 2.0 | 175.0 | 19.0 | 11.0 | 14.0 | 9.39 | 4726 | 22.401609 | 5 | 1 | 6 |
| 36 | 15.92 | 1 | 1.0 | 315.0 | 14.0 | 13.0 | 13.0 | 1949.52 | 4590 | 20.589340 | 5 | 0 | 6 |
| 1 | 7.39 | 1 | 1.0 | 50.0 | 20.0 | 5.0 | 15.0 | 86.90 | 3204 | 15.418148 | 8 | 0 | 5 |
| 5 | 7.78 | 1 | 1.0 | 50.0 | 20.0 | 20.0 | 18.0 | 211.40 | 8151 | 15.281273 | 6 | 0 | 5 |
| 15 | 10.96 | 2 | 6.0 | 400.0 | 16.0 | 12.0 | 12.0 | 144.30 | 7380 | 32.056366 | 5 | 0 | 5 |
| 17 | 11.85 | 1 | 2.0 | 100.0 | 28.0 | 17.0 | 11.0 | 86.90 | 7380 | 22.202477 | 9 | 0 | 5 |
| 24 | 14.08 | 1 | 2.0 | 900.0 | 40.0 | 8.0 | 40.0 | 120.35 | 8833 | 18.388044 | 12 | 1 | 5 |
| 27 | 15.01 | 1 | 1.0 | 400.0 | 35.0 | 35.0 | 25.0 | 975.05 | 8151 | 24.413993 | 12 | 0 | 5 |